CDDA-MD: An efficient malicious traffic detection method based on concept drift detection and adaptation technique

From concept drift to model degradation: An overview on performance-aware drift detectors

Firas Bayram, Bestoun S. Ahmed, Andreas Kassler · Knowledge-Based Systems · 2022 · 348 citations · Full text

Computing, Computer Science, Machine Learning +7

An effective convolutional neural network based on SMOTE and Gaussian mixture model for intrusion detection in imbalanced dataset

Hongpo Zhang, Lulu Huang, Chase Q. Wu et al. · Computer Networks · 2020 · 338 citations

Computing, Computer Science, Cybersecurity +17

Anomal-E: A self-supervised network intrusion detection system based on graph neural networks

Evan Caville, Wai Weng Lo, Siamak Layeghy et al. · Knowledge-Based Systems · 2022 · 217 citations

Computing, Computer Engineering, Computer Science +14

Network Abnormal Traffic Detection Model Based on Semi-Supervised Deep Reinforcement Learning

Shi Dong, Yuanjun Xia, Tao Peng · IEEE Transactions on Network and Service Management · 2021 · 190 citations

Computing, Computer Science, Cybersecurity +16

Cloud Intrusion Detection Method Based on Stacked Contractive Auto-Encoder and Support Vector Machine

Wenjuan Wang, Xuehui Du, Dibin Shan et al. · IEEE Transactions on Cloud Computing · 2020 · 175 citations · Full text

Computing, Cloud Computing, Computer Science +14